{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这个教程中，你将会学到怎么对OD数据应用社区发现算法分析社区发现社区\n",
    "\n",
    "<div class=\"alert alert-info\"><h2>提供的基础数据是：</h2><p>\n",
    "\n",
    "<br>\n",
    "    GIS文件：<br>\n",
    "    1.深圳行政区划<br>\n",
    "    2.深圳栅格<br>\n",
    "    <br>\n",
    "    数据：<br>\n",
    "    1.出租车GPS集计栅格OD<br>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基础理论"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果我们把栅格看作节点，而栅格与栅格之间的OD看成连接节点的边，那么出租车的OD信息就可以构建出一个联系网络Graph  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "网络分析中将具有高度联系的节点的组合定义为社区：\n",
    ">所谓社区是由网络中一些节点的集合构成，社区内部节点之间的连接边密度较高，不同社区节点之间的连接边密度相对较低  \n",
    "\n",
    "借助社区发现算法可以将网络分解为不同的社区，进而研究其中的空间结构关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:38:46.873107Z",
     "start_time": "2020-04-27T03:38:46.867150Z"
    }
   },
   "source": [
    "<img src=\"https://gitee.com/ni1o1/pygeo-tutorial/raw/master/resource/社区发现.png\" style=\"width:1000px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:40:30.933103Z",
     "start_time": "2020-04-27T03:40:30.925123Z"
    }
   },
   "source": [
    "<img src=\"https://gitee.com/ni1o1/pygeo-tutorial/raw/master/resource/社区发现2.png\" style=\"width:1000px\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取基础数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:01:11.644796Z",
     "start_time": "2020-04-27T03:01:10.201953Z"
    }
   },
   "outputs": [],
   "source": [
    "#导入必要的包\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "#绘制图用的包\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#geopandas包\n",
    "import geopandas\n",
    "\n",
    "#shapely包\n",
    "from shapely.geometry import Point,Polygon,shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GIS数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:01:12.977513Z",
     "start_time": "2020-04-27T03:01:12.774315Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25f6fe2bfd0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#行政区划数据\n",
    "#读取shapefile文件\n",
    "shp = r'shapefile\\sz.shp'\n",
    "xzqh = geopandas.GeoDataFrame.from_file(shp,encoding = 'utf-8')\n",
    "\n",
    "#绘制看看长什么样\n",
    "xzqh.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:01:21.465883Z",
     "start_time": "2020-04-27T03:01:19.422198Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25f71f5b6d8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#栅格数据\n",
    "#读取shapefile文件\n",
    "shp = r'shapefile\\grid\\grid.shp'\n",
    "grid = geopandas.GeoDataFrame.from_file(shp,encoding = 'gbk')\n",
    "\n",
    "#绘制看看长什么样\n",
    "grid.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 栅格OD数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:08:04.714545Z",
     "start_time": "2020-04-27T03:08:04.612788Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SLONCOL</th>\n",
       "      <th>SLATCOL</th>\n",
       "      <th>ELONCOL</th>\n",
       "      <th>ELATCOL</th>\n",
       "      <th>VehicleNum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>17</td>\n",
       "      <td>65</td>\n",
       "      <td>16</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>74</td>\n",
       "      <td>19</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>16</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>74</td>\n",
       "      <td>19</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>65</td>\n",
       "      <td>17</td>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SLONCOL  SLATCOL  ELONCOL  ELATCOL  VehicleNum\n",
       "0       63       17       65       16         298\n",
       "1       75       21       74       19         275\n",
       "2       63       18       65       16         235\n",
       "3       76       21       74       19         173\n",
       "4       65       17       63       18         172"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OD = pd.read_csv(r'data-sample\\taxi_od_grid.csv')\n",
    "OD.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:06:01.076973Z",
     "start_time": "2020-04-27T03:06:01.071020Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['SLONCOL', 'SLATCOL', 'ELONCOL', 'ELATCOL', 'VehicleNum'], dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OD.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 社区发现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 整理数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每个栅格是一个复杂网络中的一个节点，因此我们把节点信息创建一个表，在社区发现后还可以往表中加列代表节点的社区  \n",
    "先把经纬度LONCOL和LATCOL搞成一个字段"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "输入OD表是\n",
    "\n",
    "|SLONCOL | SLATCOL |ELONCOL | ELATCOL | VehicleNum(数量) |\n",
    "| ----------- |-----------|-----------| ----------- |-----------|\n",
    "|65|17|63|18|100|\n",
    "\n",
    "输出grids表是  \n",
    "\n",
    "|gird(由LONCOL和LATCOL得到)| id|\n",
    "| ----------- |-----------|\n",
    "|65,17|0|\n",
    "|63,18|1|\n",
    "|63,19|2|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################你需要在下面写代码#############################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:08:43.463513Z",
     "start_time": "2020-04-27T03:08:43.385732Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grid</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22,62</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>23,29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>6,62</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>98,50</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>13,67</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    grid  id\n",
       "0  22,62   0\n",
       "1  23,29   1\n",
       "2   6,62   2\n",
       "3  98,50   3\n",
       "4  13,67   4"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答案   ##################################\n",
    "OD['sgrid'] = OD['SLONCOL'].astype('str')+','+OD['SLATCOL'].astype('str')\n",
    "OD['egrid'] = OD['ELONCOL'].astype('str')+','+OD['ELATCOL'].astype('str')\n",
    "grids = list(OD['sgrid'])+list(OD['egrid'])\n",
    "grids = list(set(grids))\n",
    "grids = pd.DataFrame(grids)\n",
    "grids.columns = ['grid']\n",
    "grids['id'] = range(len(grids))\n",
    "grids.head(5)\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把重新编号的grid连到OD表上，得到OD_reindex表  \n",
    "OD_reindex：\n",
    "\n",
    "|oid| eid| VehicleNum|\n",
    "| ----------- |-----------|-----------|\n",
    "|1|0|100|\n",
    "|0|1|200|\n",
    "|1|2|300|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################你需要在下面写代码#############################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:10:39.750234Z",
     "start_time": "2020-04-27T03:10:39.573678Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sgrid</th>\n",
       "      <th>egrid</th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>oid</th>\n",
       "      <th>did</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>63,17</td>\n",
       "      <td>65,16</td>\n",
       "      <td>298</td>\n",
       "      <td>3201</td>\n",
       "      <td>2027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>75,21</td>\n",
       "      <td>65,16</td>\n",
       "      <td>139</td>\n",
       "      <td>3745</td>\n",
       "      <td>2027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>63,18</td>\n",
       "      <td>65,16</td>\n",
       "      <td>235</td>\n",
       "      <td>3264</td>\n",
       "      <td>2027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>76,21</td>\n",
       "      <td>65,16</td>\n",
       "      <td>89</td>\n",
       "      <td>2089</td>\n",
       "      <td>2027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>65,17</td>\n",
       "      <td>65,16</td>\n",
       "      <td>64</td>\n",
       "      <td>1353</td>\n",
       "      <td>2027</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sgrid  egrid  VehicleNum   oid   did\n",
       "0  63,17  65,16         298  3201  2027\n",
       "1  75,21  65,16         139  3745  2027\n",
       "2  63,18  65,16         235  3264  2027\n",
       "3  76,21  65,16          89  2089  2027\n",
       "4  65,17  65,16          64  1353  2027"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答案   ##################################\n",
    "#连到OD表上\n",
    "OD_reindex = OD[['sgrid','egrid','VehicleNum']]\n",
    "grids.columns = ['sgrid','oid']\n",
    "OD_reindex = pd.merge(OD_reindex,grids,on = 'sgrid')\n",
    "grids.columns = ['egrid','did']\n",
    "OD_reindex = pd.merge(OD_reindex,grids,on = 'egrid')\n",
    "OD_reindex.head(5)\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用igraph包做社区发现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:41:53.315666Z",
     "start_time": "2020-04-27T03:41:53.308684Z"
    }
   },
   "source": [
    "安装一下python-igraph包\n",
    ">pip install python-igraph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:11:31.362931Z",
     "start_time": "2020-04-27T03:11:31.013679Z"
    }
   },
   "outputs": [],
   "source": [
    "#导入包\n",
    "import numpy as np\n",
    "from igraph import *\n",
    "\n",
    "#提取边\n",
    "eages = np.array(OD_reindex[['oid','did']])\n",
    "eages = list(map(tuple, eages))\n",
    "\n",
    "#提取边的权重\n",
    "edge_weights = (np.array(OD_reindex['VehicleNum'])).tolist()\n",
    "\n",
    "#创建网络\n",
    "g = Graph()\n",
    "\n",
    "#在网络中创建节点\n",
    "g.add_vertices(len(grids))\n",
    "\n",
    "#把边加入图中\n",
    "g.add_edges(eages)\n",
    "\n",
    "#为图中的边添加权重\n",
    "for i in range(len(edge_weights)):\n",
    "    g.es[i][\"weight\"]=edge_weights[i]\n",
    "\n",
    "edge_weights = np.array(edge_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:13:47.950100Z",
     "start_time": "2020-04-27T03:13:47.599197Z"
    }
   },
   "outputs": [],
   "source": [
    "#调包侠\n",
    "#对网络应用社区发现的方法\n",
    "g_clustered =g.community_multilevel(weights = edge_weights)\n",
    "\n",
    "#计算结果的模块度\n",
    "md = g_clustered.modularity\n",
    "\n",
    "#将分组信息赋值到栅格信息表中\n",
    "grids['group'] = g_clustered.membership"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把grids的信息还原出LONCOL和LATCOL字段，以便后面匹配回grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################你需要在下面写代码#############################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:16:32.952558Z",
     "start_time": "2020-04-27T03:16:32.932616Z"
    }
   },
   "outputs": [],
   "source": [
    "###############################     答案   ##################################\n",
    "tmp = grids['egrid'].apply(lambda r:r.split(','))\n",
    "grids['LONCOL'] = tmp.apply(lambda r:r[0]).astype('int')\n",
    "grids['LATCOL'] = tmp.apply(lambda r:r[1]).astype('int')\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将grids（网络节点信息）与grid（空间信息gdf）匹配，得到gridtoplot变量，以便进行下一步的可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:16:52.714474Z",
     "start_time": "2020-04-27T03:16:52.682592Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LONCOL</th>\n",
       "      <th>LATCOL</th>\n",
       "      <th>group</th>\n",
       "      <th>HBLON</th>\n",
       "      <th>HBLAT</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>62</td>\n",
       "      <td>26</td>\n",
       "      <td>113.856701</td>\n",
       "      <td>22.724378</td>\n",
       "      <td>POLYGON ((113.8542648958734 22.7221299175918, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>113.861574</td>\n",
       "      <td>22.575990</td>\n",
       "      <td>POLYGON ((113.8591375099626 22.57374194577984,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>62</td>\n",
       "      <td>26</td>\n",
       "      <td>113.778739</td>\n",
       "      <td>22.724378</td>\n",
       "      <td>POLYGON ((113.776303070446 22.7221299175918, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>98</td>\n",
       "      <td>50</td>\n",
       "      <td>38</td>\n",
       "      <td>114.227020</td>\n",
       "      <td>22.670419</td>\n",
       "      <td>POLYGON ((114.2245835666531 22.66817065511473,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>67</td>\n",
       "      <td>26</td>\n",
       "      <td>113.812848</td>\n",
       "      <td>22.746861</td>\n",
       "      <td>POLYGON ((113.8104113690705 22.74461294362391,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   LONCOL  LATCOL  group       HBLON      HBLAT  \\\n",
       "0      22      62     26  113.856701  22.724378   \n",
       "1      23      29     26  113.861574  22.575990   \n",
       "2       6      62     26  113.778739  22.724378   \n",
       "3      98      50     38  114.227020  22.670419   \n",
       "4      13      67     26  113.812848  22.746861   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((113.8542648958734 22.7221299175918, ...  \n",
       "1  POLYGON ((113.8591375099626 22.57374194577984,...  \n",
       "2  POLYGON ((113.776303070446 22.7221299175918, 1...  \n",
       "3  POLYGON ((114.2245835666531 22.66817065511473,...  \n",
       "4  POLYGON ((113.8104113690705 22.74461294362391,...  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###########################你需要在下面写代码#############################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################     答案   ##################################\n",
    "gridtoplot = pd.merge(grids[['LONCOL','LATCOL','group']],grid,on = ['LONCOL','LATCOL'])\n",
    "gridtoplot.head(5)\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:18:45.806584Z",
     "start_time": "2020-04-27T03:18:45.802590Z"
    }
   },
   "outputs": [],
   "source": [
    "# 绘图前，一定要确保变量为GeoDataFrame，而不是DataFrame\n",
    "gridtoplot = geopandas.GeoDataFrame(gridtoplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对gridtoplot变量可视化，并用tab10这个colormap来显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################你需要在下面写代码#############################\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-27T03:42:34.390025Z",
     "start_time": "2020-04-27T03:42:32.319475Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "###############################     答案   ##################################\n",
    "\n",
    "bounds = [113.7, 22.42, 114.5, 22.85]\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import plot_map\n",
    "import seaborn as sns\n",
    "fig     = plt.figure(1,(8,8),dpi = 100)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "fig.tight_layout(rect = (0.05,0.1,1,0.9))\n",
    "\n",
    "#背景\n",
    "plot_map.plot_map(plt,bounds,zoom = 12,style = 4)\n",
    "\n",
    "gridtoplot.plot(ax = ax,column = 'group',cmap = 'tab10',alpha = 0.8)\n",
    "\n",
    "plt.axis('off')\n",
    "plt.xlim(bounds[0],bounds[2])\n",
    "plt.ylim(bounds[1],bounds[3])\n",
    "\n",
    "# 加比例尺和指北针\n",
    "plot_map.plotscale(ax,bounds = bounds,textsize = 10,compasssize = 1,accuracy = 2000,rect = [0.06,0.03])\n",
    "\n",
    "plt.show()\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "尝试一下igraph包里的其他社区发现算法，并对比一下结果的差异"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
